DML Analysis: Top 5 PCs

Model DML θ p-val Text→AI Text→SC Text+SC→AI Text+AI→SC Var
Full (200 PCs) 0.0404 0.0016 0.499 -0.011 0.506 -0.018 72.1%
Top 5 PCs 0.1253 0.0000 0.435 -0.045 0.440 -0.026 12.0%
Difference 0.0849 - -0.064 -0.034 -0.066 -0.007 -60.2%
Top 5 PCs: PC0, PC2, PC5, PC13, PC46
Variance explained: 12.0%
Points shown: 9513/9513
R² Legend: All values are 5-fold cross-validated
• Text→AI: How well text predicts AI ratings
• Text→SC: How well text predicts actual social class
• Text+SC→AI: How well text + actual SC predict AI ratings
• Text+AI→SC: How well text + AI ratings predict actual SC

Display Controls

Color Mode

Social Class Filter

PC Filters

PC0

Combined Importance: 0.037
AI Rating Model: 0.061 | Actual SC Model: 0.014
Variance Explained: 4.9%
Shows extremes (hides middle range)

PC2

Combined Importance: 0.033
AI Rating Model: 0.058 | Actual SC Model: 0.008
Variance Explained: 3.6%
Shows extremes (hides middle range)

PC5

Combined Importance: 0.015
AI Rating Model: 0.023 | Actual SC Model: 0.007
Variance Explained: 2.2%
Shows extremes (hides middle range)

PC13

Combined Importance: 0.011
AI Rating Model: 0.014 | Actual SC Model: 0.008
Variance Explained: 1.0%
Shows extremes (hides middle range)

PC46

Combined Importance: 0.009
AI Rating Model: 0.013 | Actual SC Model: 0.005
Variance Explained: 0.3%
Shows extremes (hides middle range)